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  1. RE: journa.host/@ScottLucas/116582

    Speaking w #Kuwait PM re US- #Israel Wars on #Iran and #Lebanon, #Qatar PM stresses “need for all parties to respond positively to ongoing mediation efforts, which would pave way for addressing root causes of crisis through peaceful means & dialogue, leading to sustainable agreement that prevents renewed escalation”

  2. @Carenanaas an awful lot of people — two thirds of all those who voted #SNP on the constituency ballot — did vote #BothVotesSNP. We don't have any evidence that anyone voted both votes #Green, but voters in only 8.9% of constituencies could have, so certainly not very many. If more SNP voters had voted Green on the list, we would have more #ScottishIndependence MSPs although fewer of them might have been SNP.

    Which party would have lost seats under those circumstances I don't know.

  3. Chaco Canyon at night. The bluff right next to camp, stars filling in above, clouds drifting through. The dark skies out here are the real thing.

    #Photography #ScottKissPhoto #Astrophotography

  4. @ScottishGreens Eurovision has been dead to me for years because of this. Israel killed the Singing Competition, it was all a lie just to suit them and their goals 😞
    #Eurovision #Israel #Genocide

  5. @ScottishGreens Eurovision has been dead to me for years because of this. Israel killed the Singing Competition, it was all a lie just to suit them and their goals 😞
    #Eurovision #Israel #Genocide

  6. Whisky: the spirit of Scottish national identity

    “Whisky, no doubt, is a devil; but why has this devil so many worshippers?”
    —Lord Cockburn, 1845

    Charles Snodgrass looks at how whisky intersects with writers, artefacts, politics, economy, & geography, as well as Scotland’s national psyche

    thebottleimp.org.uk/2016/04/wh

    #Scottish #literature #culture #Scotland #whisky #WorldWhiskyDay #ScottishIdentity

  7. Football fans descend on Glasgow as excitement amps up for Scottish Premiership final

    The highly anticipated title decider between Celtic and Hearts could see the Jambos lift the trophy after 66…
    #Glasgow #UnitedKingdom #UK #GB #Scotland #Headlines #News #Europe #EU #Britain #CelticFC #CelticPark #GreatBritain #HeartsFC #ScottishPremiership
    europesays.com/uk/963825/

  8. RE: journa.host/@ScottLucas/116583

    "If #Britain is to navigate the dangerous world now emerging, we will need more than military strength. We require a renewed sense of civic citizenship, shared purpose, and social trust"

    #Community #CivicDefense #UK

  9. RE: journa.host/@ScottLucas/116583

    "If #Britain is to navigate the dangerous world now emerging, we will need more than military strength. We require a renewed sense of civic citizenship, shared purpose, and social trust"

    #Community #CivicDefense #UK

  10. RE: journa.host/@ScottLucas/116583

    "If #Britain is to navigate the dangerous world now emerging, we will need more than military strength. We require a renewed sense of civic citizenship, shared purpose, and social trust"

    #Community #CivicDefense #UK

  11. StyloBot free day as I ran myself ragged trying to get it going in my free time (very little of which I HAD finishing up 2x contracts!).

    Biggest win is dropping the ONNX dependency.

    Earlier versions used ONNX embeddings as a shortcut: turn a client signature into a vector and compare it.

    It worked, but it was never quite the right abstraction. Embeddings are built for language. StyloBot’s inputs are behavioural structures.

    The new version defines that behavioural vector space directly. Requests, sessions, browsers, bots, scrapers, and odd clients are placed into a real StyloBot-native space. The system ships with archetype centroids, then adapts those centroids to the actual traffic it sees.

    So instead of asking a model what a client 'means', StyloBot learns what your traffic looks like.

    StyloBot is REALLY a conceptually unfolded ML model so it sort of trains itself on real traffic around centroids and updates as it goes. It's ODD.

    Now out in Release Candidate github.com/scottgal/stylobot/r

    Plan is still for full release June 1st but the FOSS client MAY reach RTM quality before that (lots of manual testing!)

  12. StyloBot free day as I ran myself ragged trying to get it going in my free time (very little of which I HAD finishing up 2x contracts!).

    Biggest win is dropping the ONNX dependency.

    Earlier versions used ONNX embeddings as a shortcut: turn a client signature into a vector and compare it.

    It worked, but it was never quite the right abstraction. Embeddings are built for language. StyloBot’s inputs are behavioural structures.

    The new version defines that behavioural vector space directly. Requests, sessions, browsers, bots, scrapers, and odd clients are placed into a real StyloBot-native space. The system ships with archetype centroids, then adapts those centroids to the actual traffic it sees.

    So instead of asking a model what a client 'means', StyloBot learns what your traffic looks like.

    StyloBot is REALLY a conceptually unfolded ML model so it sort of trains itself on real traffic around centroids and updates as it goes. It's ODD.

    Now out in Release Candidate github.com/scottgal/stylobot/r

    Plan is still for full release June 1st but the FOSS client MAY reach RTM quality before that (lots of manual testing!)

    #BotDetection #CyberSecurity #DotNet #SQLiteVec #VectorSearch #BehaviouralInference #AIInfrastructure #OpenSource

  13. StyloBot free day as I ran myself ragged trying to get it going in my free time (very little of which I HAD finishing up 2x contracts!).

    Biggest win is dropping the ONNX dependency.

    Earlier versions used ONNX embeddings as a shortcut: turn a client signature into a vector and compare it.

    It worked, but it was never quite the right abstraction. Embeddings are built for language. StyloBot’s inputs are behavioural structures.

    The new version defines that behavioural vector space directly. Requests, sessions, browsers, bots, scrapers, and odd clients are placed into a real StyloBot-native space. The system ships with archetype centroids, then adapts those centroids to the actual traffic it sees.

    So instead of asking a model what a client 'means', StyloBot learns what your traffic looks like.

    StyloBot is REALLY a conceptually unfolded ML model so it sort of trains itself on real traffic around centroids and updates as it goes. It's ODD.

    Now out in Release Candidate github.com/scottgal/stylobot/r

    Plan is still for full release June 1st but the FOSS client MAY reach RTM quality before that (lots of manual testing!)

    #BotDetection #CyberSecurity #DotNet #SQLiteVec #VectorSearch #BehaviouralInference #AIInfrastructure #OpenSource

  14. StyloBot free day as I ran myself ragged trying to get it going in my free time (very little of which I HAD finishing up 2x contracts!).

    Biggest win is dropping the ONNX dependency.

    Earlier versions used ONNX embeddings as a shortcut: turn a client signature into a vector and compare it.

    It worked, but it was never quite the right abstraction. Embeddings are built for language. StyloBot’s inputs are behavioural structures.

    The new version defines that behavioural vector space directly. Requests, sessions, browsers, bots, scrapers, and odd clients are placed into a real StyloBot-native space. The system ships with archetype centroids, then adapts those centroids to the actual traffic it sees.

    So instead of asking a model what a client 'means', StyloBot learns what your traffic looks like.

    StyloBot is REALLY a conceptually unfolded ML model so it sort of trains itself on real traffic around centroids and updates as it goes. It's ODD.

    Now out in Release Candidate github.com/scottgal/stylobot/r

    Plan is still for full release June 1st but the FOSS client MAY reach RTM quality before that (lots of manual testing!)

    #BotDetection #CyberSecurity #DotNet #SQLiteVec #VectorSearch #BehaviouralInference #AIInfrastructure #OpenSource

  15. StyloBot free day as I ran myself ragged trying to get it going in my free time (very little of which I HAD finishing up 2x contracts!).

    Biggest win is dropping the ONNX dependency.

    Earlier versions used ONNX embeddings as a shortcut: turn a client signature into a vector and compare it.

    It worked, but it was never quite the right abstraction. Embeddings are built for language. StyloBot’s inputs are behavioural structures.

    The new version defines that behavioural vector space directly. Requests, sessions, browsers, bots, scrapers, and odd clients are placed into a real StyloBot-native space. The system ships with archetype centroids, then adapts those centroids to the actual traffic it sees.

    So instead of asking a model what a client 'means', StyloBot learns what your traffic looks like.

    StyloBot is REALLY a conceptually unfolded ML model so it sort of trains itself on real traffic around centroids and updates as it goes. It's ODD.

    Now out in Release Candidate github.com/scottgal/stylobot/r

    Plan is still for full release June 1st but the FOSS client MAY reach RTM quality before that (lots of manual testing!)

    #BotDetection #CyberSecurity #DotNet #SQLiteVec #VectorSearch #BehaviouralInference #AIInfrastructure #OpenSource

  16. RE: journa.host/@ScottLucas/116582

    Video: Zelensky hails long-range strikes inside #Russia

    "These are our entirely justified responses to what the Russians are doing. We will continue to increase both the range and scale of these sanctions"

    #Ukraine #UkraineWar

  17. RE: journa.host/@ScottLucas/116582

    Video: Zelensky hails long-range strikes inside #Russia

    "These are our entirely justified responses to what the Russians are doing. We will continue to increase both the range and scale of these sanctions"

    #Ukraine #UkraineWar

  18. RE: journa.host/@ScottLucas/116582

    Video: Zelensky hails long-range strikes inside #Russia

    "These are our entirely justified responses to what the Russians are doing. We will continue to increase both the range and scale of these sanctions"

    #Ukraine #UkraineWar

  19. RE: journa.host/@ScottLucas/116582

    Video: Zelensky hails long-range strikes inside #Russia

    "These are our entirely justified responses to what the Russians are doing. We will continue to increase both the range and scale of these sanctions"

    #Ukraine #UkraineWar

  20. Scott Bessent Sees ‘Substantial Disinflation’ After ‘One Or Two More’ Hot Inflation Prints: ‘Nothing Is More Transient…’

    Benzinga and Yahoo Finance LLC may earn commission or revenue on some items through the links below. Treasury…
    #NewsBeep #News #Economy #Business #ConnectInvest #consumerpriceinflation #FederalReserve #gasolineprices #headlineinflation #JeffRosenberg #KevinWarsh #oilprices #producerpriceindex #realestate #ScottBessent #UK #UnitedKingdom
    newsbeep.com/uk/587165/

  21. The Scottish Rock & Pop Lunch
    Featuring Scottish artists & bands
    12-2pm daily on Radio Jammor
    #Scottish #Rock #Pop
    #Lunch #Lunchtime

    Radio Jammor is on the air...
    Broadcasting from #Scotland
    radiojammor.com
    Alexa: Play Radio Jammor (UK Only)
    #Music #Radio

  22. Think for some light refreshment this weekend I'll see about getting my Markdown viewer lucidView on the App Stores github.com/scottgal/lucidview DO need to look again at the mermaid stuff but it works so good practice for future stuff!

  23. RE: journa.host/@ScottLucas/116582

    Images from funeral of #Hamas leader Izz al-Din al-Haddad, killed by #Israel airstrike on #Gaza City on Friday

    #Palestine

  24. RE: journa.host/@ScottLucas/116582

    #Ukraine drones reportedly strike Nevinnomyssk Azot chemical plant in Stavropol region in SW #Russia

    Plant produces up to 1.4 million tons of ammonium nitrate and more than 1 million tons of ammonia annually for use in explosives and ammunition

    #UkraineWar

  25. RE: journa.host/@ScottLucas/116582

    #Ukraine drones reportedly strike Nevinnomyssk Azot chemical plant in Stavropol region in SW #Russia

    Plant produces up to 1.4 million tons of ammonium nitrate and more than 1 million tons of ammonia annually for use in explosives and ammunition

    #UkraineWar

  26. RE: journa.host/@ScottLucas/116582

    #Ukraine drones reportedly strike Nevinnomyssk Azot chemical plant in Stavropol region in SW #Russia

    Plant produces up to 1.4 million tons of ammonium nitrate and more than 1 million tons of ammonia annually for use in explosives and ammunition

    #UkraineWar